1.Application Research on BP Algorithm in Pulse Recognition Based on Hadoop Environment
Ya-Lan SHENG ; Zhen WANG ; Kan-Kan SHE
Chinese Journal of Information on Traditional Chinese Medicine 2018;25(3):102-106
Objective To analyze the factors of errors in the pulse recognition; To improve the speed of processing massive data; To explore the method of reducing the subjective errors in pulse recognition. Methods BP algorithm based on distributed MapReduce in Hadoop environment was optimized. Optimized BP algorithm was used to self-learn pulse-sequence data to reduce fitting errors. The pulse-counting data collected by TCM electronic pulse diagnosis instrument were used as input layer of neural network. Momentum-learning rate adaptive fast BP algorithm was adopted to train neural network. Results In the training set (75%) of 768 M, a total of 35 890 data were collected, and 29 150 items were correctly predicted in stand-alone mode, with the correct rate of 81.22%. MapRedece parallel improved BP algorithm model correctly predicted 35 841 items, with the correct rate of 99.86%. Conclusion Compared with traditional BP algorithm, BP algorithm based on distributed MapReduce in Hadoop environment has smaller fitting errors, with higher accuracy.
2.Vertical deviation and A pattern of type III Duane retraction syndrome.
Hai-Cheng SHE ; Feng-Yuan MAN ; Zhen-Chang WANG ; Jing-Hui WANG ; Yong-Hong JIAO ; Kan-Xing ZHAO
Chinese Medical Journal 2012;125(16):2929-2932
BACKGROUNDResearches in ocular electromyography (EMG) and Magnetic resonance imaging (MRI) of patients with Duane retraction syndrome (DRS) suggest that there may be additional abnormalities such as paradoxical innervation between horizontal rectus muscles and vertical rectus muscles, hypoplasia of vertical rectus muscle and that oblique muscles may also contribute to the heterogeneity of the clinical manifestation of DRS. This paper reports the results of superior rectus recession for vertical deviation and A pattern in DRS Type III and discusses the pathogenesis of the disease.
METHODSSuperior and lateral rectus recession were performed in 5 cases of Huber type III DRS to treat vertical deviation and A pattern strabismus. Before operation, MRI of the brain, brainstem, cavernous sinus, and orbits were performed.
RESULTSAll subjects had unilateral limitation of both abduction and adduction, with palpebral fissure narrowing and globe retraction in adduction. Three cases had A pattern of strabismus, three cases had hypertropia. The abducens nerves (CN6) were either absent or hypoplasitic in the brainstem in all patients. Two eyes had larger oculomotor foramen. Two eyes had hypoplasia of the superior rectus and the inferior rectus. There was presumably a branch of the third cranial nerve (CN3) innervating the lateral rectus (LR) in one eye. While in another eye, two branches of CN3 sent into medial rectus were revealed. After surgery, vertical deviation in the primary position was reduced in all patients and A pattern was eliminated in 3 patients. One patient developed 10Δ consecutive esotropia postoperatively.
CONCLUSIONThe results suggest that structural abnormalities of vertical muscle and abnormal orbital innervation may be related to vertical deviation and the presence of A pattern in DRS type III. Recession of the superior rectus muscle seems to be a safe and effective treatment for vertical deviation and A pattern strabismus in DRS Type III.
Adolescent ; Child ; Duane Retraction Syndrome ; diagnosis ; Electromyography ; Female ; Humans ; Magnetic Resonance Imaging ; Male ; Young Adult
3.An analysis of 166 patients with hyperprolactinemia
She-Peng WEI ; Ji-Zong ZHAO ; Fan-Min ZHOU ; Kan DING ; Wei-feng NG ZHA ; Zhi-Yang SUN ; Yanfei ZHANG ; Liang WEI ; Cheng YANG ; Kui-Ming ZHANG
Chinese Journal of Neuromedicine 2011;10(9):934-937
Objective To study the clinical manifestations and treatment methods of hyperprolactinemia (HPRL), a common disorder encountered in clinical practice, and explore its association with prolactinomas. Methods The clinical data, hormone profile and imaging data of 166females with documented HPRL, admitted to our hospital from January 2005 to January 2010, for over a period of 5 years, including 4 years of retrospective analysis and 1 year of prospective study, were retrospectively analyzed. Results Most patients aged 20-40 with abnormal menstruation as their most common symptom; 141 patients (84.9%) appeared abnormal menstruation and 1 14 (68.7%) with galactorrhea. Microadenoma was noted in 62 patients (37.3%), nonfunctioning pituitary macroadenoma involved stalk occurred in 26 patients (15.7%). As compared with that in patients with idiopathic HPRL ([93.9±20.4]ng/mL), the level ofprolactin in patients with microprolactinoma ([161.2±60.6]ng/mL) was significantly higher (P<0.05); as compared with that in patients with prolactin microadenoma, the level of prolactin in patients with domperidone caused drug-induced HPRL ([240.2±29.4]ng/mL) was obviously increased (P<0.05). Conclusion We cannot confirm whether a HPRL patient has prolactinomas only through detecting the level of prolactin. Microprolactinoma is the most common cause of HPRL, followed by idiopathic cause.
4.Magnetic resonance imaging of the extraocular muscles and corresponding cranial nerves in patients with special forms of strabismus.
Yong-Hong JIAO ; Kan-Xing ZHAO ; Zhen-Chang WANG ; Xue-Han QIAN ; Xiao WU ; Feng-Yuan MAN ; Wei LU ; Hai-Cheng SHE
Chinese Medical Journal 2009;122(24):2998-3002
BACKGROUNDWith the technical advances, magnetic resonance imaging (MRI) is now sensitive enough to detect subtle structural abnormalities of ocular motor nerves arising from the brainstem and orbits of living subjects. This study was designed to delineate the MRI characteristics in patients with special forms of strabismus.
METHODSA total of 29 patients with special forms of strabismus underwent orbital and intracalvarium MRI. Imaging of the ocular motor nerves in the brainstem was performed in 0.8 mm thickness image planes using the three-dimensional fast imaging employing steady-state acquisition (3D-FIESTA) sequence. Nerves to extraocular muscles (EOMs), EOMs and their associated connective tissues were imaged with T1 weighting in tri-planar scans by dual-phased coils within 2.0 mm thick planes.
RESULTSPatients with congenital fibrosis of the extraocular muscles exhibited hypoplasia of the oculomotor (CN3), abducens (CN6), trochlear (CN4) nerves, and the EOMs; hypoplasia of CN6 in the brainstem and an extra branch of the inferior division of CN3 to the lateral rectus were the most common but not the only presentation of Duane's retraction syndrome. Hypoplasia of CN6, facial (CN7) and hypoglossal (CN12) nerves were revealed in patients with Möbius syndrome. In a rare case of bilateral synergistic convergence and divergence, an enlarged branch of CN3 to the medial rectus and a questionable branch of CN3 to the inferior rectus bilaterally were found.
CONCLUSIONMRI can reveal subtle structures of the ocular motor nerves and their corresponding EOMs. This can provide valuable information regarding pathogenesis in some special forms of strabismus.
Adolescent ; Adult ; Child ; Child, Preschool ; Cranial Nerves ; pathology ; Female ; Humans ; Magnetic Resonance Imaging ; methods ; Male ; Oculomotor Muscles ; pathology ; Prospective Studies ; Strabismus ; pathology